{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sdm as sdmlib\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "bits = 1000\n",
    "sample = 1000000\n",
    "radius = 451\n",
    "scanner_type = sdmlib.SDM_SCANNER_THREAD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "address_space = sdmlib.AddressSpace.init_random(bits, sample)\n",
    "counter = sdmlib.Counter.init_zero(bits, sample)\n",
    "sdm = sdmlib.SDM(address_space, counter, radius, scanner_type)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sdm.write_random_bitstrings(10000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "b = sdmlib.Bitstring.init_random(1000)\n",
    "sdm.write(b, b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import clear_output\n",
    "def run(prefix=''):\n",
    "    distances = []\n",
    "    x = range(0, 1001)\n",
    "    for i, dist in enumerate(x):\n",
    "        clear_output(wait=True)\n",
    "        print '{}Distance: {:4d} ({:.2f}%)'.format(prefix, dist, 100.*(i+1)/len(x))\n",
    "        c = sdmlib.Bitstring.init_from_bitstring(b)\n",
    "        c.flip_random_bits(dist)\n",
    "        assert c.distance_to(b) == dist\n",
    "        d = sdm.read(c)\n",
    "        distances.append(d.distance_to(b))\n",
    "    print 'Done!'\n",
    "    return distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "distances = []\n",
    "killed = 0\n",
    "start = 900000\n",
    "end = 1000000\n",
    "step = 10000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Distance: 1000 (100.00%)\n",
      "Done!\n"
     ]
    }
   ],
   "source": [
    "distances.append((killed, run()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "order = range(1000000)\n",
    "random.shuffle(order)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "while killed < start:\n",
    "    sdm.reset_hardlocation(order[killed])\n",
    "    killed += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "900000\n"
     ]
    }
   ],
   "source": [
    "print killed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1000000] Distance: 1000 (100.00%)\n",
      "Done!\n"
     ]
    }
   ],
   "source": [
    "while killed < end:\n",
    "    cur = killed\n",
    "    while killed < cur + step:\n",
    "        sdm.reset_hardlocation(order[killed])\n",
    "        killed += 1\n",
    "    distances.append((killed, run('[{}] '.format(killed))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2060f6ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(0, 1001)\n",
    "plt.figure(figsize=(8, 6), dpi=100)\n",
    "for killed, dist in [distances[0]] + distances[1:]:\n",
    "    plt.plot(x, dist, label=str(killed), alpha=0.7)\n",
    "plt.plot(x, x, 'k')\n",
    "plt.plot(x, [500]*len(x), 'k:')\n",
    "plt.title('Effect of hard-location reset')\n",
    "plt.ylabel('New distance (after 15 iterative reads)')\n",
    "plt.xlabel('Old distance')\n",
    "plt.grid()\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
    "plt.axis([0, 1000, 0, 1000]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
